Overview
Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 891 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 111.5 KiB |
| Average record size in memory | 128.1 B |
Variable types
| Numeric | 6 |
|---|---|
| Categorical | 8 |
| Text | 2 |
FamilySize is highly overall correlated with Fare and 4 other fields | High correlation |
Fare is highly overall correlated with FamilySize and 1 other fields | High correlation |
Has_Cabin is highly overall correlated with Fare and 1 other fields | High correlation |
IsAlone is highly overall correlated with FamilySize and 2 other fields | High correlation |
Parch is highly overall correlated with FamilySize and 1 other fields | High correlation |
Pclass is highly overall correlated with Has_Cabin | High correlation |
Sex is highly overall correlated with Survived and 1 other fields | High correlation |
SibSp is highly overall correlated with FamilySize and 2 other fields | High correlation |
Survived is highly overall correlated with Sex and 1 other fields | High correlation |
Title is highly overall correlated with Sex and 1 other fields | High correlation |
ticket_type is highly overall correlated with FamilySize and 1 other fields | High correlation |
ticket_type is highly imbalanced (58.4%) | Imbalance |
PassengerId is uniformly distributed | Uniform |
PassengerId has unique values | Unique |
Name has unique values | Unique |
SibSp has 608 (68.2%) zeros | Zeros |
Parch has 678 (76.1%) zeros | Zeros |
Fare has 15 (1.7%) zeros | Zeros |
Reproduction
| Analysis started | 2026-01-22 16:59:24.460592 |
|---|---|
| Analysis finished | 2026-01-22 16:59:32.407236 |
| Duration | 7.95 seconds |
| Software version | ydata-profiling vv4.18.1 |
| Download configuration | config.json |
Variables
PassengerId
Real number (ℝ)
Uniform Unique
| Distinct | 891 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 446 |
| Minimum | 1 |
|---|---|
| Maximum | 891 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 45.5 |
| Q1 | 223.5 |
| median | 446 |
| Q3 | 668.5 |
| 95-th percentile | 846.5 |
| Maximum | 891 |
| Range | 890 |
| Interquartile range (IQR) | 445 |
Descriptive statistics
| Standard deviation | 257.35384 |
|---|---|
| Coefficient of variation (CV) | 0.57702655 |
| Kurtosis | -1.2 |
| Mean | 446 |
| Median Absolute Deviation (MAD) | 223 |
| Skewness | 0 |
| Sum | 397386 |
| Variance | 66231 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 891 | 1 | 0.1% |
| 1 | 1 | 0.1% |
| 2 | 1 | 0.1% |
| 3 | 1 | 0.1% |
| 4 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 6 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| 8 | 1 | 0.1% |
| 9 | 1 | 0.1% |
| Other values (881) | 881 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 891 | 1 | |
| 890 | 1 | |
| 889 | 1 | |
| 888 | 1 | |
| 887 | 1 | |
| 886 | 1 | |
| 885 | 1 | |
| 884 | 1 | |
| 883 | 1 | |
| 882 | 1 |
Survived
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Pclass
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| 3 | |
|---|---|
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 1 |
| 3rd row | 3 |
| 4th row | 1 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Name
Text
Unique
| Distinct | 891 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
Length
| Max length | 82 |
|---|---|
| Median length | 52 |
| Mean length | 26.965208 |
| Min length | 12 |
Unique
| Unique | 891 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | Braund, Mr. Owen Harris |
|---|---|
| 2nd row | Cumings, Mrs. John Bradley (Florence Briggs Thayer) |
| 3rd row | Heikkinen, Miss. Laina |
| 4th row | Futrelle, Mrs. Jacques Heath (Lily May Peel) |
| 5th row | Allen, Mr. William Henry |
| Value | Count | Frequency (%) |
| mr | 521 | 14.4% |
| miss | 182 | 5.0% |
| mrs | 129 | 3.6% |
| william | 64 | 1.8% |
| john | 44 | 1.2% |
| master | 40 | 1.1% |
| henry | 35 | 1.0% |
| james | 24 | 0.7% |
| george | 24 | 0.7% |
| charles | 23 | 0.6% |
| Other values (1515) | 2538 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2735 | 11.4% | |
| r | 1958 | 8.1% |
| e | 1703 | 7.1% |
| a | 1657 | 6.9% |
| i | 1325 | 5.5% |
| n | 1304 | 5.4% |
| s | 1297 | 5.4% |
| M | 1128 | 4.7% |
| l | 1067 | 4.4% |
| o | 1008 | 4.2% |
| Other values (50) | 8844 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 24026 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2735 | 11.4% | |
| r | 1958 | 8.1% |
| e | 1703 | 7.1% |
| a | 1657 | 6.9% |
| i | 1325 | 5.5% |
| n | 1304 | 5.4% |
| s | 1297 | 5.4% |
| M | 1128 | 4.7% |
| l | 1067 | 4.4% |
| o | 1008 | 4.2% |
| Other values (50) | 8844 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 24026 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2735 | 11.4% | |
| r | 1958 | 8.1% |
| e | 1703 | 7.1% |
| a | 1657 | 6.9% |
| i | 1325 | 5.5% |
| n | 1304 | 5.4% |
| s | 1297 | 5.4% |
| M | 1128 | 4.7% |
| l | 1067 | 4.4% |
| o | 1008 | 4.2% |
| Other values (50) | 8844 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 24026 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2735 | 11.4% | |
| r | 1958 | 8.1% |
| e | 1703 | 7.1% |
| a | 1657 | 6.9% |
| i | 1325 | 5.5% |
| n | 1304 | 5.4% |
| s | 1297 | 5.4% |
| M | 1128 | 4.7% |
| l | 1067 | 4.4% |
| o | 1008 | 4.2% |
| Other values (50) | 8844 |
Sex
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| male | |
|---|---|
| female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.704826 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | male |
|---|---|
| 2nd row | female |
| 3rd row | female |
| 4th row | female |
| 5th row | male |
Common Values
| Value | Count | Frequency (%) |
| male | 577 | |
| female | 314 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 577 | |
| female | 314 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1205 | |
| m | 891 | |
| a | 891 | |
| l | 891 | |
| f | 314 | 7.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4192 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1205 | |
| m | 891 | |
| a | 891 | |
| l | 891 | |
| f | 314 | 7.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4192 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1205 | |
| m | 891 | |
| a | 891 | |
| l | 891 | |
| f | 314 | 7.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4192 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1205 | |
| m | 891 | |
| a | 891 | |
| l | 891 | |
| f | 314 | 7.5% |
Age
Real number (ℝ)
| Distinct | 88 |
|---|---|
| Distinct (%) | 9.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.361582 |
| Minimum | 0.42 |
|---|---|
| Maximum | 80 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 22 |
| median | 28 |
| Q3 | 35 |
| 95-th percentile | 54 |
| Maximum | 80 |
| Range | 79.58 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 13.019697 |
|---|---|
| Coefficient of variation (CV) | 0.44342625 |
| Kurtosis | 0.99387102 |
| Mean | 29.361582 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.51024466 |
| Sum | 26161.17 |
| Variance | 169.5125 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 28 | 202 | |
| 24 | 30 | 3.4% |
| 22 | 27 | 3.0% |
| 18 | 26 | 2.9% |
| 30 | 25 | 2.8% |
| 19 | 25 | 2.8% |
| 21 | 24 | 2.7% |
| 25 | 23 | 2.6% |
| 36 | 22 | 2.5% |
| 29 | 20 | 2.2% |
| Other values (78) | 467 |
| Value | Count | Frequency (%) |
| 0.42 | 1 | 0.1% |
| 0.67 | 1 | 0.1% |
| 0.75 | 2 | 0.2% |
| 0.83 | 2 | 0.2% |
| 0.92 | 1 | 0.1% |
| 1 | 7 | |
| 2 | 10 | |
| 3 | 6 | |
| 4 | 10 | |
| 5 | 4 | 0.4% |
| Value | Count | Frequency (%) |
| 80 | 1 | 0.1% |
| 74 | 1 | 0.1% |
| 71 | 2 | |
| 70.5 | 1 | 0.1% |
| 70 | 2 | |
| 66 | 1 | 0.1% |
| 65 | 3 | |
| 64 | 2 | |
| 63 | 2 | |
| 62 | 4 |
SibSp
Real number (ℝ)
High correlation Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.52300786 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 608 |
| Zeros (%) | 68.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1027434 |
|---|---|
| Coefficient of variation (CV) | 2.1084644 |
| Kurtosis | 17.88042 |
| Mean | 0.52300786 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.6953517 |
| Sum | 466 |
| Variance | 1.2160431 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 608 | |
| 1 | 209 | 23.5% |
| 2 | 28 | 3.1% |
| 4 | 18 | 2.0% |
| 3 | 16 | 1.8% |
| 8 | 7 | 0.8% |
| 5 | 5 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 608 | |
| 1 | 209 | 23.5% |
| 2 | 28 | 3.1% |
| 3 | 16 | 1.8% |
| 4 | 18 | 2.0% |
| 5 | 5 | 0.6% |
| 8 | 7 | 0.8% |
| Value | Count | Frequency (%) |
| 8 | 7 | 0.8% |
| 5 | 5 | 0.6% |
| 4 | 18 | 2.0% |
| 3 | 16 | 1.8% |
| 2 | 28 | 3.1% |
| 1 | 209 | 23.5% |
| 0 | 608 |
Parch
Real number (ℝ)
High correlation Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.38159371 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 678 |
| Zeros (%) | 76.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.80605722 |
|---|---|
| Coefficient of variation (CV) | 2.1123441 |
| Kurtosis | 9.7781252 |
| Mean | 0.38159371 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.749117 |
| Sum | 340 |
| Variance | 0.64972824 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 678 | |
| 1 | 118 | 13.2% |
| 2 | 80 | 9.0% |
| 5 | 5 | 0.6% |
| 3 | 5 | 0.6% |
| 4 | 4 | 0.4% |
| 6 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 678 | |
| 1 | 118 | 13.2% |
| 2 | 80 | 9.0% |
| 3 | 5 | 0.6% |
| 4 | 4 | 0.4% |
| 5 | 5 | 0.6% |
| 6 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 6 | 1 | 0.1% |
| 5 | 5 | 0.6% |
| 4 | 4 | 0.4% |
| 3 | 5 | 0.6% |
| 2 | 80 | 9.0% |
| 1 | 118 | 13.2% |
| 0 | 678 |
Ticket
Text
| Distinct | 681 |
|---|---|
| Distinct (%) | 76.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
Length
| Max length | 18 |
|---|---|
| Median length | 17 |
| Mean length | 6.7508418 |
| Min length | 3 |
Unique
| Unique | 547 ? |
|---|---|
| Unique (%) | 61.4% |
Sample
| 1st row | A/5 21171 |
|---|---|
| 2nd row | PC 17599 |
| 3rd row | STON/O2. 3101282 |
| 4th row | 113803 |
| 5th row | 373450 |
| Value | Count | Frequency (%) |
| pc | 60 | 5.3% |
| c.a | 27 | 2.4% |
| a/5 | 17 | 1.5% |
| ca | 14 | 1.2% |
| 2 | 12 | 1.1% |
| ston/o | 12 | 1.1% |
| sc/paris | 9 | 0.8% |
| w./c | 9 | 0.8% |
| soton/o.q | 8 | 0.7% |
| soton/oq | 7 | 0.6% |
| Other values (709) | 955 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 746 | |
| 1 | 689 | |
| 2 | 594 | |
| 7 | 490 | |
| 4 | 464 | 7.7% |
| 6 | 422 | 7.0% |
| 0 | 406 | 6.7% |
| 5 | 387 | 6.4% |
| 9 | 328 | 5.5% |
| 8 | 282 | 4.7% |
| Other values (25) | 1207 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6015 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 746 | |
| 1 | 689 | |
| 2 | 594 | |
| 7 | 490 | |
| 4 | 464 | 7.7% |
| 6 | 422 | 7.0% |
| 0 | 406 | 6.7% |
| 5 | 387 | 6.4% |
| 9 | 328 | 5.5% |
| 8 | 282 | 4.7% |
| Other values (25) | 1207 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6015 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 746 | |
| 1 | 689 | |
| 2 | 594 | |
| 7 | 490 | |
| 4 | 464 | 7.7% |
| 6 | 422 | 7.0% |
| 0 | 406 | 6.7% |
| 5 | 387 | 6.4% |
| 9 | 328 | 5.5% |
| 8 | 282 | 4.7% |
| Other values (25) | 1207 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6015 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 746 | |
| 1 | 689 | |
| 2 | 594 | |
| 7 | 490 | |
| 4 | 464 | 7.7% |
| 6 | 422 | 7.0% |
| 0 | 406 | 6.7% |
| 5 | 387 | 6.4% |
| 9 | 328 | 5.5% |
| 8 | 282 | 4.7% |
| Other values (25) | 1207 |
Fare
Real number (ℝ)
High correlation Zeros
| Distinct | 248 |
|---|---|
| Distinct (%) | 27.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.204208 |
| Minimum | 0 |
|---|---|
| Maximum | 512.3292 |
| Zeros | 15 |
| Zeros (%) | 1.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.225 |
| Q1 | 7.9104 |
| median | 14.4542 |
| Q3 | 31 |
| 95-th percentile | 112.07915 |
| Maximum | 512.3292 |
| Range | 512.3292 |
| Interquartile range (IQR) | 23.0896 |
Descriptive statistics
| Standard deviation | 49.693429 |
|---|---|
| Coefficient of variation (CV) | 1.5430725 |
| Kurtosis | 33.398141 |
| Mean | 32.204208 |
| Median Absolute Deviation (MAD) | 6.9042 |
| Skewness | 4.7873165 |
| Sum | 28693.949 |
| Variance | 2469.4368 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.05 | 43 | 4.8% |
| 13 | 42 | 4.7% |
| 7.8958 | 38 | 4.3% |
| 7.75 | 34 | 3.8% |
| 26 | 31 | 3.5% |
| 10.5 | 24 | 2.7% |
| 7.925 | 18 | 2.0% |
| 7.775 | 16 | 1.8% |
| 7.2292 | 15 | 1.7% |
| 26.55 | 15 | 1.7% |
| Other values (238) | 615 |
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 4.0125 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 6.2375 | 1 | 0.1% |
| 6.4375 | 1 | 0.1% |
| 6.45 | 1 | 0.1% |
| 6.4958 | 2 | 0.2% |
| 6.75 | 2 | 0.2% |
| 6.8583 | 1 | 0.1% |
| 6.95 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 512.3292 | 3 | |
| 263 | 4 | |
| 262.375 | 2 | |
| 247.5208 | 2 | |
| 227.525 | 4 | |
| 221.7792 | 1 | 0.1% |
| 211.5 | 1 | 0.1% |
| 211.3375 | 3 | |
| 164.8667 | 2 | |
| 153.4625 | 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | S |
|---|---|
| 2nd row | C |
| 3rd row | S |
| 4th row | S |
| 5th row | S |
Common Values
| Value | Count | Frequency (%) |
| S | 646 | |
| C | 168 | 18.9% |
| Q | 77 | 8.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| s | 646 | |
| c | 168 | 18.9% |
| q | 77 | 8.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 646 | |
| C | 168 | 18.9% |
| Q | 77 | 8.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 646 | |
| C | 168 | 18.9% |
| Q | 77 | 8.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 646 | |
| C | 168 | 18.9% |
| Q | 77 | 8.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 646 | |
| C | 168 | 18.9% |
| Q | 77 | 8.6% |
Has_Cabin
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 687 | |
| 1 | 204 | 22.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 687 | |
| 1 | 204 | 22.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 687 | |
| 1 | 204 | 22.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 687 | |
| 1 | 204 | 22.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 687 | |
| 1 | 204 | 22.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 687 | |
| 1 | 204 | 22.9% |
FamilySize
Real number (ℝ)
High correlation
| Distinct | 9 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9046016 |
| Minimum | 1 |
|---|---|
| Maximum | 11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 6 |
| Maximum | 11 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.6134585 |
|---|---|
| Coefficient of variation (CV) | 0.84713704 |
| Kurtosis | 9.159666 |
| Mean | 1.9046016 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.7274415 |
| Sum | 1697 |
| Variance | 2.6032485 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 2 | 161 | 18.1% |
| 3 | 102 | 11.4% |
| 4 | 29 | 3.3% |
| 6 | 22 | 2.5% |
| 5 | 15 | 1.7% |
| 7 | 12 | 1.3% |
| 11 | 7 | 0.8% |
| 8 | 6 | 0.7% |
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 2 | 161 | 18.1% |
| 3 | 102 | 11.4% |
| 4 | 29 | 3.3% |
| 5 | 15 | 1.7% |
| 6 | 22 | 2.5% |
| 7 | 12 | 1.3% |
| 8 | 6 | 0.7% |
| 11 | 7 | 0.8% |
| Value | Count | Frequency (%) |
| 11 | 7 | 0.8% |
| 8 | 6 | 0.7% |
| 7 | 12 | 1.3% |
| 6 | 22 | 2.5% |
| 5 | 15 | 1.7% |
| 4 | 29 | 3.3% |
| 3 | 102 | 11.4% |
| 2 | 161 | 18.1% |
| 1 | 537 |
IsAlone
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 0 | 354 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 0 | 354 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 0 | 354 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 0 | 354 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 0 | 354 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 0 | 354 |
Title
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| Mr | |
|---|---|
| Miss | |
| Mrs | |
| Master | 40 |
| Rare | 23 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.7878788 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mr |
|---|---|
| 2nd row | Mrs |
| 3rd row | Miss |
| 4th row | Mrs |
| 5th row | Mr |
Common Values
| Value | Count | Frequency (%) |
| Mr | 517 | |
| Miss | 185 | 20.8% |
| Mrs | 126 | 14.1% |
| Master | 40 | 4.5% |
| Rare | 23 | 2.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| mr | 517 | |
| miss | 185 | 20.8% |
| mrs | 126 | 14.1% |
| master | 40 | 4.5% |
| rare | 23 | 2.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 868 | |
| r | 706 | |
| s | 536 | |
| i | 185 | 7.4% |
| a | 63 | 2.5% |
| e | 63 | 2.5% |
| t | 40 | 1.6% |
| R | 23 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2484 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| M | 868 | |
| r | 706 | |
| s | 536 | |
| i | 185 | 7.4% |
| a | 63 | 2.5% |
| e | 63 | 2.5% |
| t | 40 | 1.6% |
| R | 23 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2484 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| M | 868 | |
| r | 706 | |
| s | 536 | |
| i | 185 | 7.4% |
| a | 63 | 2.5% |
| e | 63 | 2.5% |
| t | 40 | 1.6% |
| R | 23 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2484 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| M | 868 | |
| r | 706 | |
| s | 536 | |
| i | 185 | 7.4% |
| a | 63 | 2.5% |
| e | 63 | 2.5% |
| t | 40 | 1.6% |
| R | 23 | 0.9% |
ticket_type
Categorical
High correlation Imbalance
| Distinct | 17 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| NUMERIC_TICKET | |
|---|---|
| PC | 60 |
| Rare | 36 |
| C.A. | 27 |
| A/ | 23 |
| Other values (12) |
Length
| Max length | 14 |
|---|---|
| Median length | 14 |
| Mean length | 11.391695 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | A/ |
|---|---|
| 2nd row | PC |
| 3rd row | STON/O |
| 4th row | NUMERIC_TICKET |
| 5th row | NUMERIC_TICKET |
Common Values
| Value | Count | Frequency (%) |
| NUMERIC_TICKET | 661 | |
| PC | 60 | 6.7% |
| Rare | 36 | 4.0% |
| C.A. | 27 | 3.0% |
| A/ | 23 | 2.6% |
| STON/O | 18 | 2.0% |
| W./C. | 9 | 1.0% |
| SOTON/O.Q. | 8 | 0.9% |
| CA. | 8 | 0.9% |
| SOTON/OQ | 7 | 0.8% |
| Other values (7) | 34 | 3.8% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| numeric_ticket | 661 | |
| pc | 60 | 6.7% |
| rare | 36 | 4.0% |
| c.a | 27 | 3.0% |
| a | 23 | 2.6% |
| ston/o | 18 | 2.0% |
| ca | 14 | 1.6% |
| w./c | 9 | 1.0% |
| sc/paris | 9 | 1.0% |
| soton/o.q | 8 | 0.9% |
| Other values (5) | 26 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 1461 | |
| T | 1355 | |
| I | 1331 | |
| E | 1326 | |
| R | 702 | |
| N | 698 | |
| M | 661 | |
| U | 661 | |
| _ | 661 | |
| K | 661 | |
| Other values (15) | 633 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10150 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| C | 1461 | |
| T | 1355 | |
| I | 1331 | |
| E | 1326 | |
| R | 702 | |
| N | 698 | |
| M | 661 | |
| U | 661 | |
| _ | 661 | |
| K | 661 | |
| Other values (15) | 633 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10150 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| C | 1461 | |
| T | 1355 | |
| I | 1331 | |
| E | 1326 | |
| R | 702 | |
| N | 698 | |
| M | 661 | |
| U | 661 | |
| _ | 661 | |
| K | 661 | |
| Other values (15) | 633 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10150 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| C | 1461 | |
| T | 1355 | |
| I | 1331 | |
| E | 1326 | |
| R | 702 | |
| N | 698 | |
| M | 661 | |
| U | 661 | |
| _ | 661 | |
| K | 661 | |
| Other values (15) | 633 |
Interactions
Correlations
| Age | Embarked | FamilySize | Fare | Has_Cabin | IsAlone | Parch | PassengerId | Pclass | Sex | SibSp | Survived | Title | ticket_type | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.151 | -0.183 | 0.126 | 0.278 | 0.348 | -0.217 | 0.035 | 0.265 | 0.106 | -0.145 | 0.158 | 0.365 | 0.084 |
| Embarked | 0.151 | 1.000 | 0.083 | 0.195 | 0.226 | 0.110 | 0.052 | 0.000 | 0.258 | 0.111 | 0.092 | 0.164 | 0.130 | 0.332 |
| FamilySize | -0.183 | 0.083 | 1.000 | 0.529 | 0.070 | 0.642 | 0.801 | -0.050 | 0.137 | 0.205 | 0.849 | 0.215 | 0.252 | 0.543 |
| Fare | 0.126 | 0.195 | 0.529 | 1.000 | 0.582 | 0.304 | 0.410 | -0.014 | 0.479 | 0.189 | 0.447 | 0.283 | 0.097 | 0.204 |
| Has_Cabin | 0.278 | 0.226 | 0.070 | 0.582 | 1.000 | 0.152 | 0.091 | 0.063 | 0.790 | 0.134 | 0.138 | 0.313 | 0.158 | 0.321 |
| IsAlone | 0.348 | 0.110 | 0.642 | 0.304 | 0.152 | 1.000 | 0.686 | 0.000 | 0.127 | 0.300 | 0.837 | 0.198 | 0.495 | 0.183 |
| Parch | -0.217 | 0.052 | 0.801 | 0.410 | 0.091 | 0.686 | 1.000 | 0.001 | 0.022 | 0.247 | 0.450 | 0.157 | 0.269 | 0.244 |
| PassengerId | 0.035 | 0.000 | -0.050 | -0.014 | 0.063 | 0.000 | 0.001 | 1.000 | 0.032 | 0.066 | -0.061 | 0.104 | 0.040 | 0.000 |
| Pclass | 0.265 | 0.258 | 0.137 | 0.479 | 0.790 | 0.127 | 0.022 | 0.032 | 1.000 | 0.130 | 0.148 | 0.337 | 0.189 | 0.447 |
| Sex | 0.106 | 0.111 | 0.205 | 0.189 | 0.134 | 0.300 | 0.247 | 0.066 | 0.130 | 1.000 | 0.206 | 0.540 | 0.992 | 0.146 |
| SibSp | -0.145 | 0.092 | 0.849 | 0.447 | 0.138 | 0.837 | 0.450 | -0.061 | 0.148 | 0.206 | 1.000 | 0.187 | 0.294 | 0.537 |
| Survived | 0.158 | 0.164 | 0.215 | 0.283 | 0.313 | 0.198 | 0.157 | 0.104 | 0.337 | 0.540 | 0.187 | 1.000 | 0.565 | 0.192 |
| Title | 0.365 | 0.130 | 0.252 | 0.097 | 0.158 | 0.495 | 0.269 | 0.040 | 0.189 | 0.992 | 0.294 | 0.565 | 1.000 | 0.105 |
| ticket_type | 0.084 | 0.332 | 0.543 | 0.204 | 0.321 | 0.183 | 0.244 | 0.000 | 0.447 | 0.146 | 0.537 | 0.192 | 0.105 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| PassengerId | Survived | Pclass | Name | Sex | Age | SibSp | Parch | Ticket | Fare | Embarked | Has_Cabin | FamilySize | IsAlone | Title | ticket_type | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 0 | 3 | Braund, Mr. Owen Harris | male | 22.0 | 1 | 0 | A/5 21171 | 7.2500 | S | 0 | 2 | 0 | Mr | A/ |
| 1 | 2 | 1 | 1 | Cumings, Mrs. John Bradley (Florence Briggs Thayer) | female | 38.0 | 1 | 0 | PC 17599 | 71.2833 | C | 1 | 2 | 0 | Mrs | PC |
| 2 | 3 | 1 | 3 | Heikkinen, Miss. Laina | female | 26.0 | 0 | 0 | STON/O2. 3101282 | 7.9250 | S | 0 | 1 | 1 | Miss | STON/O |
| 3 | 4 | 1 | 1 | Futrelle, Mrs. Jacques Heath (Lily May Peel) | female | 35.0 | 1 | 0 | 113803 | 53.1000 | S | 1 | 2 | 0 | Mrs | NUMERIC_TICKET |
| 4 | 5 | 0 | 3 | Allen, Mr. William Henry | male | 35.0 | 0 | 0 | 373450 | 8.0500 | S | 0 | 1 | 1 | Mr | NUMERIC_TICKET |
| 5 | 6 | 0 | 3 | Moran, Mr. James | male | 28.0 | 0 | 0 | 330877 | 8.4583 | Q | 0 | 1 | 1 | Mr | NUMERIC_TICKET |
| 6 | 7 | 0 | 1 | McCarthy, Mr. Timothy J | male | 54.0 | 0 | 0 | 17463 | 51.8625 | S | 1 | 1 | 1 | Mr | NUMERIC_TICKET |
| 7 | 8 | 0 | 3 | Palsson, Master. Gosta Leonard | male | 2.0 | 3 | 1 | 349909 | 21.0750 | S | 0 | 5 | 0 | Master | NUMERIC_TICKET |
| 8 | 9 | 1 | 3 | Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg) | female | 27.0 | 0 | 2 | 347742 | 11.1333 | S | 0 | 3 | 0 | Mrs | NUMERIC_TICKET |
| 9 | 10 | 1 | 2 | Nasser, Mrs. Nicholas (Adele Achem) | female | 14.0 | 1 | 0 | 237736 | 30.0708 | C | 0 | 2 | 0 | Mrs | NUMERIC_TICKET |
| PassengerId | Survived | Pclass | Name | Sex | Age | SibSp | Parch | Ticket | Fare | Embarked | Has_Cabin | FamilySize | IsAlone | Title | ticket_type | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 881 | 882 | 0 | 3 | Markun, Mr. Johann | male | 33.0 | 0 | 0 | 349257 | 7.8958 | S | 0 | 1 | 1 | Mr | NUMERIC_TICKET |
| 882 | 883 | 0 | 3 | Dahlberg, Miss. Gerda Ulrika | female | 22.0 | 0 | 0 | 7552 | 10.5167 | S | 0 | 1 | 1 | Miss | NUMERIC_TICKET |
| 883 | 884 | 0 | 2 | Banfield, Mr. Frederick James | male | 28.0 | 0 | 0 | C.A./SOTON 34068 | 10.5000 | S | 0 | 1 | 1 | Mr | Rare |
| 884 | 885 | 0 | 3 | Sutehall, Mr. Henry Jr | male | 25.0 | 0 | 0 | SOTON/OQ 392076 | 7.0500 | S | 0 | 1 | 1 | Mr | SOTON/OQ |
| 885 | 886 | 0 | 3 | Rice, Mrs. William (Margaret Norton) | female | 39.0 | 0 | 5 | 382652 | 29.1250 | Q | 0 | 6 | 0 | Mrs | NUMERIC_TICKET |
| 886 | 887 | 0 | 2 | Montvila, Rev. Juozas | male | 27.0 | 0 | 0 | 211536 | 13.0000 | S | 0 | 1 | 1 | Rare | NUMERIC_TICKET |
| 887 | 888 | 1 | 1 | Graham, Miss. Margaret Edith | female | 19.0 | 0 | 0 | 112053 | 30.0000 | S | 1 | 1 | 1 | Miss | NUMERIC_TICKET |
| 888 | 889 | 0 | 3 | Johnston, Miss. Catherine Helen "Carrie" | female | 28.0 | 1 | 2 | W./C. 6607 | 23.4500 | S | 0 | 4 | 0 | Miss | W./C. |
| 889 | 890 | 1 | 1 | Behr, Mr. Karl Howell | male | 26.0 | 0 | 0 | 111369 | 30.0000 | C | 1 | 1 | 1 | Mr | NUMERIC_TICKET |
| 890 | 891 | 0 | 3 | Dooley, Mr. Patrick | male | 32.0 | 0 | 0 | 370376 | 7.7500 | Q | 0 | 1 | 1 | Mr | NUMERIC_TICKET |